{"id":"W3128841382","doi":"10.1016/j.ophtha.2021.01.027","title":"Eye Injuries and Visor Use in the National Football League","year":2021,"lang":"en","type":"article","venue":"Ophthalmology","topic":"Traumatic Ocular and Foreign Body Injuries","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kensington Health; University of Toronto","funders":"","keywords":"Medicine; Football; League; Poison control; Injury prevention; Eye injuries; Suicide prevention; Optometry; Human factors and ergonomics; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002069964,0.000083509,0.0001891,0.00009433836,0.00005137187,0.00002641727,0.00005108086,0.00008390031,0.0002190833],"category_scores_gemma":[0.000341052,0.00005882482,0.00004155012,0.0001393322,0.000183371,0.00006750498,0.00003599007,0.0001496909,0.00001727845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001530668,"about_ca_system_score_gemma":0.0000934476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002788262,"about_ca_topic_score_gemma":0.000008944307,"domain_scores_codex":[0.9992709,0.00009121921,0.0001668465,0.0001646045,0.000161829,0.0001446036],"domain_scores_gemma":[0.9995493,0.000184409,0.00002701651,0.0001289609,0.00007910569,0.00003117425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001629393,0.0003206005,0.9128277,0.0000938551,0.00008709496,0.001573985,0.001886728,0.000002033781,0.001845053,0.07951096,0.001316206,0.00037282],"study_design_scores_gemma":[0.0006922054,0.0002004644,0.9813816,0.00002429349,0.00002825664,0.004520952,0.0005307221,0.00002336141,0.0006917531,0.009025715,0.002801866,0.00007879208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9640072,0.0002579896,0.000009452928,0.002144677,0.00005636816,0.0001132754,0.00001012624,0.000009270968,0.03339167],"genre_scores_gemma":[0.9968566,0.00001575123,0.0008870102,0.0008322464,0.00006671221,0.00001843204,0.00003103545,0.000007907203,0.001284302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07048525,"threshold_uncertainty_score":0.2398808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05518250567529163,"score_gpt":0.3389006097487851,"score_spread":0.2837181040734934,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}